DATA CLEANING

# Fill the missing values with '0' for "Agent" and "Company" # because if no agency is given it can be possible that the booking has been done without one, # if no company specified, it mean booking is done privately

Analysing home country of guests

Analysing prices of hotel across year for Resort Hotel and City Hotel

(how much price varies over year?)

Analysing the demand of hotels

(highest number of guests in which season?)

Select important features using ML (correlation matrix)

Extract derived features from data

Handling Categorical features (Mean Encoding)

Handling Outliers

Applying techniques of Feature Importance

To select most important features for ML model

Apply Logestic Regression

Apply Cross Validation

Apply multiple ML algorithms